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How we acquire scientific concepts
-based on the results of research on the influence of schooling
on
the development of everyday concepts-
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YOSHIOKA Ryoei, National Institute for Educational Policy Research
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FUJITA Takeshi, Chiba University
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Stefan KAISER, Tsukuba University
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Gerhard SCHAEFER, University of Hamburg
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Regina MANITZ-SCHAEFER, Gymnasium Kahla
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Bernd OEHMIG, University of Kiel
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Regina Manitz-Schaefer
1. Introduction
A main goal of school teaching
today, internationally, is a new kind of general education leading young people
to international, interdisciplinary and interprofessional flexibility (Schaefer
& Yoshioka 2000, 14-16). In an era of globalization and acceleration in
science, technology, economy, commerce, politics, and growing uncertainty and
risk on the working market this goal is becoming more and more meaningful to
the next generation.
Which contribution to achieving such a
„flexibility goalg does the present German school system offer?
The question is being scrutinized in a research
project reported here on the ground of 3 selected concepts from biology
(„nutritiong), chemistry („metalg), and physics („air pressureg). These
concepts play a vital role in everyday life, and it is being studied here which
part school takes in their development and understanding.
To interpret the results properly it is
necessary to have some knowledge about the German school system and the
situation of teaching in this country.
2. The German school system
In Germany, after re-union of its
Eastern and Western part in 1990, there are now 16 „Bundesländerg
(corresponding, in some way, to Japanese „prefecturesg) with full educational autonomy.
In spite of a high variability among the Länder regarding syllabi, textbooks,
teacher training, there is still a common basic structure in the overall school
system called „gegliedertes Schulsystemg (multi-channel schooling system). The
first 4 to 6 years are comprehensive for all students („Grundschuleg =
elementary school) but then follows a splitting-up into either „Hauptschuleg,
„Realschuleg (middle school) or „Gymnasiumg, according to different abilities
and inclinations of the students. (In comprehensive schools which exist in
parallel in many areas, this differentiation is realized school-internally).
The Hauptschule branch ends up with 9, the
Realschule branch with 10, and the Gymnasium branch with 13 years (in some
East-German Bundesländer with 12). In East-Germany Hauptschule and Realschule
are frequently combined to a „Regelschuleg (regular school) or „Mittelschuleg
(middle school) leading to a two-channelled school system.
According to the educational autonomy of the
Bundesländer teaching contents are not the same everywhere in Germany. Also
time-tables vary from Bundesland to Bundesland. This pertains in particular to
science subjects; biology, chemistry and physics are not being taught in the
same grades and not with the same number of lessons. This naturally results in
considerable differences in scientific literacy of citizens within the same
nation (probably one reason of the just „mediumg results of German students
documented in the TIMS study!).
Especially problematic in the German school
system is the rule of free choice of one science subject in the upper secondary
level of the Gymnasium and complete cancelling of the two others. This rule was
started in West-Germany in the 70ies (and „exportedg to East-Germany in the 90ies
replacing there a permeating 3-subject science practice). The rule puts
emphasis on scientific methodology
rather than contents (which in fact was an excellent idea at the beginning),
but with the erroneous assumption one science subject alone would be sufficient
for learning this methodology, and ignoring the fact that methods and contents differ considerably between
physical sciences on one side and life sciences on the other.
Students in all Germany now specialize on one
science subject (mostly biology) and skip the two others. As a consequence,
there is a drastic drawback of basic scientific literacy in Germany and hence
of a deeper understanding of scientific (also biological) phenomena. This, in
turn, reduces interdisciplinary
flexibility instead of increasing it, as claimed above.
3. Knowledge versus understanding?
Science curricula in German schools,
in particular in the Gymnasium (on the upper level: in the one subject chosen)
are strongly overloaded with contents. Still to-day many science teachers
regard a high amount of (sometimes just verbal)
knowledge of their students as a high-ranking outcome of teaching. They do not
consider enough a deeper understanding of the concepts under study, not even of
basic concepts like energy, order,
information, structure, system, etc. In the upper secondary grades some
teachers seem to have the ambition to train their students up to some kind of
university level like „B.Sc.g .
Educational research, however, like the present
project, repeatedly proves that this kind of „extensive trainingg is of short
duration only.
In this project we demonstrate by a modified
multiple-choice test called „KS testg (knowledge & sources) what we mean
with „deeper understandingg of
scientific knowledge. We also present model
definitions on the FA/ FD test sheets prepared for the collaborating
teachers. It is shocking to read in the following report by G. Schaefer on FA
and FD results how very few upper grade students in Germany are really able to
formulate definitions of such a kind constructed from appropriate components.
Interesting in this connection is the fact that
some particles of the package of
knowledge taught in school – e.g.
scientific concepts, universal constants, formulas – turn up again in free
associations, but not so in free
definitions where they would be properly placed. They apparently are just memorized, but not understood. Thus the
old pedagogical rule „less is sometimes moreg seems highly relevant for future
science teaching in Germany. However, for this in-depth approach and careful
reduction of contents both teacher trainers and teachers need a special
training in the skill (and knowledge) of „didactic reductiong.
4. „Knowledge disseminationg or „educationg?
Teachers are most essential factors
(possibly the most essential one) in
education. In Germany just now there is a lively discussion about role,
self-understanding and training of teachers. The two main roles of a teacher:
„knowledge disseminatorg on one side, and „educatorg on the other, are
sometimes exclusively opposed to each other, although in practice they are inclusive,
complementary roles and form one whole.
Up to now science
teachers in Germany tend to regard themselves more as disseminators than
educators, and thus they often do not want to spend too much time on
educational interactions. This is particularly problematic on the lower
secondary level, for instance in grades 7 to 9 where students are fast
developing and need special educational guidance.
A most important task of school has ever been
„socialization of young individualsg. To-day, however, in a time of
disintegrating families, tired and worn-out parents, and of a fast developing
„pleasure societyg in Western countries, this task is continuously growing.
Parents often do not have the energy, time, or just simply engagement to look
after and educate their children. Thus a growing part of educational work is
left over to school.
Observations made in Germany show that still a
great number of science teachers do not realize the growing educational demand
they are facing: the demand of simultaneous „teaching science and educating childreng. Application of science in everyday life
needs education! This may best be
demonstrated by a concrete experience recently made by the author in a German
Gymnasium: All the knowledge about hygiene, infection, antigene, immune reactions
etc. acquired in biology courses did not hinder some 9th-graders who
had a heavy cold to throw their infected tissues right across the
class-room, „just for fung.
This simple example shows the well-known long
distance between „knowingg and „doingg, and science teachers in Germany,
possibly worldwide, should pay more attention on reducing this distance
instead of just increasing the knowledge
side!
Literature:
Schaefer,G./Yoshioka,R.: Balanced Thinking. An educational perspective for
2000+ on the basis of a cross-cultural German/Japanese study. Peter Lang Publishers: Frankfurt
a.Main, Berlin, Bern etc. 2000
Gerhard Schaefer
1.
Introduction
Educational research on studentse achievements in school normally use tests in which logically structured knowledge is examined, like multiple-choice tests, free definition tests, text-analysis tests, the „KS-testg used in this project (see the following article), and others.
Not so usual, but extraordinarily effective, are tests measuring minute particles, constructive elements of knowledge and their quantitative distribution in memory rather than the whole, like free association, fragmented definition, aspectizing tests etc.. The significance of their results for a full understanding of studentse mental processes and – above all – their behaviour in everyday life was demonstrated already in numerous research projects of the author and explicitly proved in our first Japanese/German cross-cultural study (Schaefer/ Yoshioka 2000; for the methodology in detail see that publication).
In this project here FA and FD tests were used to find out whether school has a visible influence on the development of everyday concepts such as nutrition, air pressure, and metal. In particular it is the associative framework of the concepts (the husk of the „burrg, see Schaefer 1979) that is of interest in this part of the project. The various detailed questions we have in this context can be subsumed under one general question:
Is there any
evidence that school teaching reaches the „logic coreg of the concepts and thus
leads to systematic understanding of subject-matter around them, or is the
influence rather restricted to the „outer surfaceg of the concepts and thus
remains sporadic, unsystematic, somehow chaotic (but nevertheless important in
everyday life) ?
We try to find answers to this question by analyzing free associations and free definitions, the latter including fragmentation to single „definitions elementsg.
2.
Pre-analysis: „Associative productivityg
The first study here is the analysis of studentse creative force in producing associations and definition parts. There are three guiding questions:
1. Is this creativity age-dependent ?
2. Is it concept-(possibly subject-)bound ?
3. Is it country-dependent ?
The fourth question about sex-dependence cannot be treated here for space reasosns.
Table 1 first shows that the sample sizes used here are in all categories much alike, namely around 100 students. This number has been chozen because in all previous investigations with this methodology it proved to be sufficient to achieve stable results.
The result of this analysis can best be symbolized by the quotient m/n which represents the average number of associations (or definition elements) per person. The table answers all three questions: m/n is dependent on age, concept, and country.
Table 1: „Associative productivityg of German and Japanese students
|
Concept |
Grade |
Free Associations |
Free Definitions |
||||||||||
|
Germany |
Japan |
Germany |
Japan |
||||||||||
|
n |
m |
m/n |
n |
m |
m/n |
n |
m |
m/n |
n |
m |
m/n |
||
Nutrition |
4 - 5 |
128
859 6.7 |
106
430 4.1 |
128 264 2.1 |
96 410 4.3 |
||||||||
|
8 - 9 |
99 832 8.4 |
89 475 5.3 |
99 338 3.4 |
89 987 11.1 |
|||||||||
|
11 - 12 |
97 891 9.2 |
91 508 5.6 |
97 565 5.8 |
91 1000 11.0 |
|||||||||
|
Air pressure |
4 - 5 |
112
580 5.2 |
98 283 2.9 |
112
121 1.1 |
85 286 3.4 |
||||||||
|
8 - 9 |
102
698 6.8 |
85 387 4.6 |
102
300 2.9 |
82 636 7.8 |
|||||||||
|
11 - 12 |
87 615 7.1 |
90 445 4.9 |
87 249 2.9 |
88 625 7.1 |
|||||||||
|
Metal |
4 - 5 |
115
760 6.6 |
107
457 4.3 |
115
213 1.9 |
105 386 3.7 |
||||||||
|
8 - 9 |
99 788 8.0 |
87 448 5.1 |
99 328 3.3 |
85 792 9.3 |
|||||||||
|
11 - 12 |
137
789 5.8 |
98 547 5.6 |
137
386 2.8 |
94 789 8.4 |
|||||||||
In the free associations, the quotient is rising in both countries from younger to older students, the greatest shift being from grades 4/5 to 8/9 (one exception: in Germany for metal where there is a surprising dropdown from 8/9 to 11/12). This result speaks against the old myth that younger children would generally tend to more lively phantasy and therefore would produce more free associations in response to a given stimulus. Obviously phantasy – at least in connection with everyday phenomena with a clearly scientific connotation – is supported by experience and thus grows with age.
In free definitions of both countries, however, such an increase with age can be observed only from grades 4/5 to 8/9. Thereafter, from 8/9 to 11/12, we find a marked decrease again, obviously because the older students are better in precise and hence shorter definitions (one exception again in Germany for „nutritiong where the increase of m/n continues).
After looking at the total amount of associations and definition elements we are analyzing now some qualitative characteristics of the data, first focussing on the overall frequency of words and word groups in both tests (the so-called „top associationsg and „top definition partsg), second on their distribution in different qualitative categories.
3.
Frequency of words and word groups
Tables 2 and 3 illustrate sections of the total frequency lists of associations and definition elements in both countries around „nutritiong. They show in absolute numbers the 25 most frequent associations and 20 most frequent definition elements. (The absolute numbers have the privilege to indicate how often in this population such a word was actually repeated. As table 1 shows, the sample sizes are in the same magnitude; so the absolute numbers are in fact comparable).
Table 2 shows the following interesting results:
1. Also the 25 „top associationsg are more frequent in Germany than in Japan, corrsponding to the totals shown in table 1.
2. The number of associations with a scientific connotation (underlined in table) apparently grows with age: In Germany from 1 through 8 to 11, in Japan from 12 through 13 to 15.
Whether this is an effect of school teaching or of other factors outside school, cannot be decided here. This question will be examined later in the reports on „knowledge & source testsg KS (see articles of Yoshioka, Kaiser, Fujita).
3. According to point 2, the general quantitative level of scientifically connotated free associations is much higher, and the increase through the ages much smaller, in Japan than in Germany. The Japanese population seems to have received a much more systematic nutrition education than the German, and the whole sample is surprisingly homogeneous (see, for instance, the high concordance of top associations such as „vitaminsg, „calciumg, „proteing, „caroting, etc.).
Table 2: Up to 25 most frequent free associations around „nutritiong (sample sizes see table 1)
Germany |
Japan |
||||
|
Grades 4 / 5 |
Grades 8 / 9 |
Grades 11/12 |
Grades 4 / 5 |
Grades 8 / 9 |
Grades 11/12 |
|
1 eating 77 2 fruit
52 3 drinking 47 4 vegetables 44 5 meat 25 6 vitamins 21 7 health(y) 20 8 sausage 19 9 bread 16 10 apple
15 11 BSE 14 12 fat(s)
13 13 cheese 12 water ² 15 juice 11 feeding/ nutrition ² animals ² 18 milk 10 banana ² 20 sweets 9 breakfast ² 22 soup 8 lunch
² noodles ² 25 chocolate ² |
1 health(y) 60 2 eating 53 3 vegetables 38 4 fruit
36 5 vitamins 31 6 drinking 29 7 digest(ion) 28 8 fat(s) 24 9 stomach 23 protein(s) ² 11carbohydrates
20 12 meat 19 13 hunger 14 mouth
² 15 nutrients 13 16 gullet
12 diet
² sweets
² lunch ² gut
² 21 feeding/
nutrition 9 stout
² important ² 24 BSE
8 25 energy ² |
1 eating 40 health(y) ² 3 fat(s) 35 carbohydrates ² vegetables ² 6 vitamins 34 7 fruit
33 8 protein(s) 28 9 drinking 27 10 digest(ion)
25 11 important/
necessary 19 diet
² 13 bread 18 hunger
² 15 meat 17 16 BSE 15 17 nutrient(s) 14 18 Fast Food 13 roughage ² 20 water 12 food
² 22 balanced 11 feeding/
nutrition
² 24 energy 10 25 vegetarian 9 |
1 vitamin
41 2 vegetable 24 3 food
21 4 protein 19 5 calcium 16 carotin ² 7 fat
13 8 nutriment 10 9 health 8
vitamin B ²
vitamin C ²
starch
²
good for the health ² 14 carbohydrate7 mineral (loan word) ² milk
² nourishment ² 18mineral(Jap.)6
meal ²
manure ²
fruit
² 22 energy 5 23 vitamin A 4 meat
² 25 water ² |
1 vitamin 33 2 calcium 30 3 protein 24 4 food
23 5 fat
20
carbohydrate ² mineral (Jap.) ² 8 vegetable 19 9 health 17 10 carotin 15 11 vitamin C 14 12 vitamin B 13 balance ² 14 vitamin A 11 15 energy 9 homemaking
(subject) ² 17 ferrate 8 18 foodstuffs 7 body
² 20 nutriment 6 21 starch 5 growth
² 23 meal
4 school
lunch ² 25 amount of
nutrition needed² |
1 vitamin 49 2 health 31 3 calcium 27 4 protein 26 5 vegetable 21 6 balance 16 7 food
12 carbohydrate ² 9 foodstuffs 11 10 carotin 10 vitamin B ² 12 vitamin C 9 meal
² 14 dietician 8 drink ² 16 fat
7 homemaking ² mineral (loan word) ² school lunch ² 20mineral(Jap.)6 ferrate ² calorie
² colored
vegetable ² 24 vitamin A 5 energy ² |
In table 3 on defintions we observe similar results as in table 2 on associations, however with the striking difference that in Japan the general quantitative level of scientifically connotated words is lower here (4/3/5 as compared with 0/7/7 in Germany). This cannot simply be explained with the smaller size of the list (20 most frequent elements here instead of 25 in table 2).It rather seems to indicate that the effect of nutrition education in Japan mainly occurs on the associative level of memory and not on the level of logical structuring.
It is interesting to see that in Japan in all three age groups some permeating elements of nutrition education can be found, like „energyg, „balanceg, „vitaminsg, whereas in Germany obvious effects of such education (which is incorporated here in human biology) can be observed only in grades 8/9 where it is, or just was, a topic of teaching. However, we find then in Germany a broader spectrum of sophisticated definition elements on a complex level of biological understanding than in Japan such as „body-owng, „body-alieng, „excretiong, „nutrientg, „convert (conversion)g, „digestiong, „energyg.
For space reasons we cannot present here the same lists on „air pressureg and „metalg. Some observations are similar, e.g. regarding the higher total amounts of top associations and definition elements in Germany, and the general increase of science-oriented terms through the ages. This increase, in fact, is quite spectacular in Germany in the FA results of „air pressureg and „metalg and much greater here than of „nutritiong. Part of the effect can clearly be attributed to the influence of school because specific formulas from physics teaching appear in FA results of „air pressureg, and specific chemical and physical terms of „metalg.
Table 3: Up to 20 most frequent definition elements on „nutritiong (sample sizes see table 1)
|
Germany |
Japan |
||||
|
Grade 4 - 5 |
Grade 8 – 9 |
Grade 11-12 |
Grade 4 - 5 |
Grade 8 - 9 |
Grade 11-12 |
|
1 eating 48 2 drinking 21 3 to feed 17 4 life, to live 15 5 health(y) 13 something ² important ² 8 starving 11 9 vegetables 10 10 fruit
6 to need ² uptake ² 13 human being 4 |
1 uptake 27 2 important 26 3 eating 22 4 food 15 5 health(y) 14 human being ² 7 energy
13 8 digest(ion) 12 9 to take in 11 10 convert(sion)
10 11 nutrient(s) 8 feeding/
nutrition ² 13 to excrete 7 body
² 15 body-alien 6 something ² 17 body-own 5 to need ² drinking ² 20 life, to live ² |
1 uptake 59 2 important/ necessary 46 3 body 36 4 energy 27 5 nutrient(s) 20 food
² 7 life, to live 19 8 human being
18 9 substances 16 10 foodstuff 13 11 sustain 11 12 procedure 10 13 carbohydrates
9 14 to need
8 15 function 7 vitamins ² (biological) process ² health(y) ² eating ² 20 way how to 6 |
1 necessity 41 2 body
40 3 take
21 4 human being
19 5 important 18 6 food
12 7 to
live 11
living thing ² 9 to
eat 10
10 to live 9 11 energy 8 vitamin ² 13 good
7 14 animal 6 plant
² 16 vegetable 5 17 man
4 growth
² balance ² 20 spirits
² |
1 body 48 2 human being
46 3 take
33 4 balance 32 5 to
live 24 6 necessary
thing 21 7 man
20 growth ² 9 necessity 18 health ² 11 food 16 disease ² 13 energy 15 14 important 12 foodstuffs ² 16 meal 11 17 can't miss 10 don't
take ² 19 vitamin 9 20 to eat
8 |
1 necessity 55 2 body
45 3 human
being
33 4 health 29 5 to
live 25 6 balance 24 7 take
23 8 energy 22 9 food
13 10 man
11 living
thing ² animal ² 13 disease 10 foodstuffs ² component
² take (academic)
² 17 growth 9 meal
² protein ² 20 vitamin
7 |
In Japan, however, the population again seems much more homogeneous and age-independent with respect to the two concepts although there certainly is no specific „air pressure educationg or „metal educationg in school comparable to the existing nutrition education. School teaching in general seems to have a strongly homogenizing effect in Japan by strict guidelines for the treatment of subject-matter.
4. Categorization of Associations and Definition elements
Top associations and definition elements are first qualitative indicators of kind and depth of concept understanding. A second – and more specific – indicator is a classification of these „particles of knowledgeg in categories which should, on one side, characterize the scientific nature of the concept under study, on the other side also its human context in terms of applicability to everyday life, psychological and social values and possibly other aspects dependent on the concept and the test-population.
In table 4 the categories used in this study are listed up. They all start with a „formal categoryg (all, never, so far, relation, framework, sometimes, etc.) and end up with two emotional categories „+g and „-g in which affective statements of the students are collected. These , and also some other, statements may overlap with other categories so that frequently statements have to be attributed to two or more categories at the same time. This results in a sum of absolute figures higher than „mg, or a relative sum higher than 100%, respectively.
Table 4: Categories used for classification of associations and definition elements
|
Cate. |
Nutrition |
Air pressure |
Metal |
|
1 |
General remarks, formal words, not content-bound |
||
|
2 |
Meals, foodstuff |
Special physical
category: Static pressure; weight,
force,area, quo- tient, etc. (not
mass, density!) |
Special examples of
metal: Heavy
metals (gold, silver, iron,
copper, etc.) |
|
3 |
Natural
„macro-nutrientsg (needed in greater
quantities), also their chemical symbols |
Special physical
category: Dynamic pressure; speed,
wind, air resistance, etc. |
Special examples of
metal: Light
metals (aluminum,
magnesium, etc.) |
|
4 |
Natural
„micro-nutrientsg (needed in small
quantities), like vitamins,
minerals, trace elements |
Special physical
category: Sound and its radiation (also music, bang, explosion, etc.) |
Special examples of
metal: Alkali-metals (sodium, potassium,
calcium, etc.) |
|
5 |
Artificial
additives to nutrition like spices, medicaments, pesticides, growth
hormones, drugs, preserving substances |
General physical
aspects other than the above;here, for instance, mass, density; also units of
pressure (bar, hectopascal, etc.) |
Chemical properties
(metallic bonding, compounds of metals, rusting, corrosion, etc.) |
|
6 |
Digestion and
physiology of metabolism |
Metrological and
geographical aspects like weather, height of mountains, barometer, etc. |
Physical properties
(electrical conductivity, heat-conductivity, glossiness, weight, „coldg,
etc.) |
|
7 |
Food production:
agriculture, fishery; also countries of food origin |
Physiological,
medical and psychological aspects (health, well-being, ear-cracking, etc.) |
Metal and life:
biological, psychological and social/political aspects (here also metal trade
unions, strike, gold price, etc.) |
|
8 |
Social, economical
and political aspects: family, society, restaurants, poor/rich countries, world hunger
problem, etc. |
Technical
applications of air pressure; also
social, political aspects (hydraulic machines, airplanes, tyres, balloons,
etc.) |
Technical
application of metals: tools, vehicles,
machines, metal industry and manufacture, also exploitation of ore resources |
|
+ |
Clearly positive emotions (normally overlapping with other categories) |
||
|
- |
Clearly negative emotions (normally overlapping with other categories) |
||
Tables 5 and 6 show the relative frequence of statements (words or word groups) in each category as related to the number n of persons (see table 1) and thus give a clear impression of the associative framework on one side (table 5), and a fairly good picture of the logic core on the other (table 6) existing in the two populations on nutrition, air pressure and metal.
The complete results incuded in the tables cannot be discussed here, but the most striking observations are summarized in a few points.
Due to relating the absolute numbers of statements to the number of persons (n), the German mean values are generally higher than the Japanese (cf. table 1). Independent of this general difference in associative creativity there are marked qualitative differences in the association and definition profiles of German and Japanese students as listed up in the following:
Table 5: Categorization of Free Associations (figures are mean values of absolute data)
|
Con- cept |
Nutrition |
Air pressure |
Metal |
|||||||||||||||
|
Na- tion |
Germany |
Japan |
Germany |
Japan |
Germany |
Japan |
||||||||||||
|
Gra- de |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
|
1 |
0.3 |
0.1 |
0.4 |
0.8 |
1.1 |
1.4 |
0.3 |
0.3 |
0.7 |
0.2 |
0.5 |
0.6 |
0.2 |
0.2 |
0.7 |
1.2 |
1.2 |
2.0 |
|
2 3 4 5 6 7 8 |
3.7 0.3 0.4 0.1 1.7 0.2 1.6 |
2.6 0.8 0.5 0.1 3.2 0.1 1.7 |
3.0 1.1 0.3 0.0 2.4 0.01.1 |
1.0 0.6 1.2 0.0 0.1 0.1 0.2 |
0.9 0.9 1.6 0.2 0.1 0.0 0.4 |
1.0 0.6 1.5 0.2 0.1 0.0 0.5 |
0.4 0.5 0.0 0.6 1.9 0.9 1.3 |
0.5 0.1 0.0 2.1 1.7 0.8 1.5 |
0.3 0.1 0.0 1.6 2.4 0.6 1.3 |
0.1 0.0 0.0 0.2 2.2 0.1 0.1 |
0.5 0.1 0.0 0.5 3.0 0.1 0.1 |
0.2 0.0 0.0 0.3 3.3 0.1 0.2 |
0.7 0.0 0.0 0.3 1.3 0.6 3.2 |
1.6 0.3 0.0 1.3 1.8 0.7 2.5 |
1.9 0.3 0.1 2.4 2.2 0.6 2.2 |
1.2 0.1 0.0 0.1 0.8 0.3 1.3 |
1.2 0.2 0.0 0.1 1.0 0.5 1.7 |
1.6 0.2 0.0 0.2 1.5 0.5 0.9 |
|
+ - |
0.2 0.0 |
0.3 0.2 |
0.3 0.3 |
0.2 0.1 |
0.2 0.1 |
0.2 0.2 |
0.0 0.1 |
0.0 0.0 |
0.0 0.1 |
0.0 0.1 |
0.0 0.0 |
0.00.2 |
0.1 0.0 |
0.0 0.0 |
0.2 0.1 |
0.1 0.0 |
0.1 0.0 |
0.1 0.1 |
Table 6: Categorization of Definition Elements (figures as in table 5)
|
Con- cept |
Nutrition |
Air pressure |
Metal |
|||||||||||||||
|
Na- tion |
Germany |
Japan |
Germany |
Japan |
Germany |
Japan |
||||||||||||
|
Gra- de |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
4 - 5 |
8 - 9 |
11 – 12 |
|
1 |
0.5 |
0.5 |
2.4 |
3.2 |
8.2 |
8.5 |
0.2 |
0.8 |
0.9 |
1.5 |
3.2 |
2.8 |
0.3 |
0.6 |
1.9 |
2.4 |
5.9 |
5.1 |
|
2 3 4 5 6 7 8 |
0.2 0.0 0.0 0.0 0.9 0.0 0.5 |
0.6 0.0 0.0 0.0 2.0 0.0 0.3 |
0.7 0.3 0.1 0.0 1.6 0.0 0.1 |
0.5 0.2 0.2 0.0 0.0 0.0 0.3 |
0.9 0.6 0.4 0.1 0.1 0.0 1.2 |
1.1 0.6 0.3 0.0 0.2 0.0 0.9 |
0.2 0.0 0.0 0.1 0.4 0.1 0.0 |
0.7 0.0 0.0 0.5 0.7 0.1 0.2 |
0.5 0.1 0.0 0.8 0.6 0.1 0.0 |
0.3 0.0 0.0 0.1 1.3 0.2 0.1 |
0.5 0.0 0.0 1.0 3.6 0.0 0.1 |
0.5 0.0 0.0 0.3 3.6 0.3 0.2 |
0.1 0.0 0.0 0.2 0.7 0.1 0.4 |
0.1 0.0 0.0 0.8 0.9 0.3 0.7 |
0.1 0.0 0.0 1.1 1.2 0.3 0.8 |
0.3 0.0 0.0 0.3 1.8 0.2 0.7 |
0.6 0.1 0.0 1.0 3.6 0.7 1.9 |
0.4 0.1 0.0 1.0 3.4 0.8 1.3 |
|
+ - |
0.1 0.0 |
0.2 0.0 |
0.3 0.0 |
0.9 0.2 |
1.8 1.1 |
1.8 1.1 |
0.0 0.0 |
0.0 0.0 |
0.0 0.0 |
0.0 0.1 |
0.1 0.1 |
0.0 0.2 |
0.1 0.0 |
0.0 0.0 |
0.2 0.0 |
0.20.1 |
0.6 0.1 |
0.4 0.2 |
·
Generally higher figures in Japan in the formal category (1), the difference to Germany being extreme in the
definition profile (table 6).
·
High figures in the micro-nutrient
category (4) in Japan. This corresponds to the high
frequency of
„calciumg, „vitaminsg etc. in table 2.
·
On the other hand, the digestion
category (6) is by far dominating in Germany over Japan. It is striking to see
that in Japanese reactions (both in associations and definitions) this category
is so poorly represented although it is so closely related to nutrition.
·
Whereas in the social
category (8) in Germany there is an increase of associations with age and a
striking domination over Japan (table 5), the effect is reverse in the
definitions (table 6): Here the figures decrease
with age in Germany, and the figures in Japan rise above those of Germany.
·
Although definitions usually are poor in emotional components, due to
logical reasoning, the Japanese students reveal considerable (mainly positive)
emotional reactions to „nutritiong in their definitions (categories „+g and „-g in table 6).
·
In contrast to nutrition, associations in the formal category (1) are here less represented in Japan than in
Germany (table 5). However, in the definition profile (table 6) this category
is still dominating over Germany.
·
Whereas the „properg category
2 (air pressure as the quotient „weight by areag) is almost equally (although
poorly!) represented in both countries in either profile, the physical (5), physiological (7) and technical
(8) categories are clearly dominating in the associations of Germany (table 5).
The difference in definitions is less clear (table 6).
·
In the metrological category
(6) there is a clear dominance of Japanese responses over German ones in both
profiles (stronger, however, in the definition profile) although also in
Germany we find a relative maximum of responses in this category.
·
Emotional reactions to „air pressureg (categories „+g and „-g) are extremely few in both
populations and both profiles.
·
The previously stated predominance of formal responses (1) in Japan over Germany is maintained in both
profiles. Most drastic, however, is this effect again in the definition profile
(table 6).
·
A relative maximum of associative responses exists in the heavy metal category (2) in both
countries, but not so in the definitions. On the other hand, the light metal (3) and alkali-metal (4) categories are almost blank in either population.
·
Considerable maxima in both profiles can be observed in the physical (6) and technical (8) categories in Germany as well as Japan.
·
In Japan, however, the chemical
category (5) is rather poorly represented in the association profile (table 5),
whereas in Germany we find here in the higher grades (after chemistry teaching
started in grade 8) a relative maximum in both profiles.
·
Emotional responses to „metalg are rare in both populations and
profiles. There is a slight predominance of positive over negative responses,
strongest in Japan.
4.
Final Conclusion
Summing up the association and definition results reported here, we can finally give the following tentative answer to the heuristic question of the beginning (chapter 1):
There is in fact empirical evidence that the effect school has on the development of science-oriented concepts from everyday life is largely restricted to the „outer surfaceg of the concepts in both countries and thus remains sporadic, unsystematic, and somehow chaotic.
School teaching up to now, for the majority of students, apparently is not effective in developing a deeper understanding of subject-matter reaching the logic core of concepts. This hypothesis has to be thoroughly discussed and proved on the basis of results gained with a sophisticated „knowledge & sourceg test (KS) which will be reported in the following articles.
Nevertheless the influence of the associative, sporadic part of memory on human decisions and actions is immense, as daily experience tells us. Thus it is quite important in school teaching to spend more attention to this part of memory. This brings us back to implications R. Manitz-Schaefer outlined in her article on the role of the science teacher as an educator.
Literature:
Schaefer, G.: Concept Formation in Biology.
The Concept „Growthg. EJSE 1 (1), 1979, 87-102
Schaefer, G./Yoshioka, R.: Balanced Thinking.
Peter Lang Publ.: Frankfurt/M., Berlin, Bern etc. 2000
‡W. Introduction to the KS
Test and Report on Interviews with Adults
Bernd
Oehmig
1. The gKS testh
The total test battery contained
-beside the association and definition test reported before by G. Schaefer-
also a modified multiple-choice test called gKnowledge & Source testh (KS).
The classical multiple-choice test is standardised, highly selective, allows
quick evaluation, and therefore is very often used. However, as it was
necessary to test students from 9 years up to 18 with the same test battery,
and as we also wanted to investigate the sources
of knowledge, we modified the test as explained below. We used a test design considering
both everyday concepts from colloquial language and scientific concepts of a
high demand in order to find out the possible influence of school teaching on
concept development in everyday life (the purpose of this project).
The KS test starts with a short
story appealing the mentality of students of all ages (motivation part of the
test). For example, in the KS test on gmetalh we use the idea of two young boys
strolling about on a waste disposal-site to find objects made of metal. They
discuss the characteristics of metal. The test person is being involved in
their discussion by statements on metal, which he/she believes to be right or
wrong. Also a response gdonft knowh is possible. In addition, the person should
indicate whether or not this topic has already been treated in school.
Example:
Bernd
and Marc are fond of adventures. They read books on the gold rush in America.
But America is far away and out of reach. Therefore they have the idea to look
for gold on a waste disposal-site, which was outranged some years ago.
|
Section
from short story
|
Is the statement right? |
I had this topic in school
already |
|||
|
yes |
no |
donft know |
yes |
no |
|
|
Marc thinks gold is a precious metal and therefore is unlikely to be
found on a waste disposal-site. |
|
|
|
|
|
For
the concept gnutritionh the story was about a young girl falling sick as a
result of wrong nutrition. For gair-pressureh the test starts with a story on
ear cracking in the mountains. When formulating the following statements we
paid attention that the items (20 to 30 in number) should be coherent and,
step-by-step, should grow in scientific demand.
Example:
Section
from statements on metal
|
Is the statement right? |
I had this topic in school
already |
|||
|
yes |
no |
donft know |
yes |
no |
|
|
The reason for the typical attributes of a metal is a special bonding
of atoms. |
|
|
|
|
|
At the end oft the KS test we ask
again about possible sources of the studentfs knowledge and solicit very
personal assessments about the significance of the concept in everyday-life, and
on the way it was treated in school.
Example:
Section
from personal statements
|
yes |
no |
uncer-tain |
|
We spoke about metal in school already but it was boring. |
|
|
|
The whole test needs about 45
minutes (one lesson), older students sometimes needing less.
2. Interviews of adults
2.1 General remarks
In addition to testing students in
school we also interviewed 22 adults with the same test battery. These had left
school several years ago, and we wanted to find out something about the gfate
of school knowledgeh. We also expected from these individualized in-depth
interviews to get some qualitative data for the following phase of research.
The interviews centred on the
following 6 points:
1. What is the
importance of this concept and the relevant science dealing with it?
2. Is the knowledge
about this concept part of general
education (for everybody) or rather of a special
training (for those who are interested)?
3. What do the test
persons remember from their time of school teaching in connection with this
concept, and with the relevant science?
4. Which are the real
sources of the test personfs knowledge behind their own indications?
5. How do the test
persons explain and comment the gaps in their knowledge?
6. What kind of role
do the test persons attribute to school in general?
These points were concretised in 21
questions. In view of the goal of the project the interviews were not only
conceived as knowledge tests but as a documentation of the effectivity of
school in general.
2.2 Methodology
We selected the test persons from a
circle of well-known adults, males and females, in order to receive frank
statements and confidential results. Different professional groups were
represented (charwoman, employee, dentist etc.). The oldest participant was 60
years old, the youngest 24, most participants in the age range between 30 and
40. University students were excluded because of a possible affinity to the
subject in question.
A sample of 22 is not
grepresentativeh in the statistical sense, but in this investigation we put the
emphasis on qualitative results
rather than quantitative.
After filling in the sheets of our
test battery they were confronted with the 21 questions mentioned above. The
responses of the test persons were carefully protocolled sometimes lead to
subsequent discussions. The cross-reference of the 21 questions to the above
stated 6 main points was handled in a flexible way. Thus there were test
persons who first answered the content of the concept under study were quite
unimportant, but later on expressed it were an indispensable part of general
education. In spite of such contradictions, however, the sequence of questions
generally yielded coherent statements of the test persons.
The interview started with the
following open question: gWhat would you like to comment after filling in the
test?h It was very interesting to see that this -for the interviewees-
completely unexpected part revealed the whole spectrum of aspects around
teaching and learning.
Applying test battery and interview
together at the same persons allows mutual control and assessment of the two
methods and thus the interpretation of their results.
2.3 Results of Interview
The following report shows the main
results in a condensed form:
1. All persons regret
spontaneously that they have no knowledge at all about one of the three
concepts. They admit to have a rough memory but all details were forgotten.
2. The adults
characterized the concepts to be gunimportanth, guselessh and guninterestingh
(less in nutrition). The assessment of importance of air-pressure and metal
tends towards zero.
3. Nevertheless nearly
all test persons express the opinion some knowledge about the concepts would be
an essential part of general education.
4. The reasons for
forgetting the details are specified: too much theory in school, too little
practice-oriented teaching, and no possibility of practical application in
everyday life.
5. Further reasons are
stated: inappropriate teaching arrangement, deficient planning of lessons, few
experiments, too little project teaching, poor preparation of lessons.
6. There are two kinds
of groups: one expresses a general
disinterest in natural science, and the other thinks positively on it. Both,
however, complain about the imperfections of school listed up in 4 and 5.
7. There are some
hints from test persons that in those cases where schools actual working with
experiments the situation is not improving. The same persons who very well
remember quite peripheral and sometimes amusing events around the experiments
do not remember the scientific details, which were intended. One quotation:
"I remember very well experiments on conductivity and acids and colourful
test-tubes containing the whole burnt shit."
8. An important reason
of effectivity of school is seen in the personal contact between students and
teacher and in an agreeable learning atmosphere. This corresponds to the
answers given to questions about interest: with the answers for questions about
interests. The test persons state two reasons for interest/disinterest: a.
personal ability (talents); b. the way of instruction.
9. All in the entire
concept nutrition seems the most meaningful concept (see also FA and FD
results). Metal and air-pressure are regarded as gunimportanth and gboringh concepts.
Summarizing the above statements the
test persons think they did not learn anything substantial in school, yet
school would be gimportant for lifeh.
2.4 Results of KS test
If we regard the wrong, the missing
and the indifferent answers together as gwrongh, there was no significant
difference between the three concepts
(air-pressure had the highest rate of gwrongh answers: 58.0%, followed
by metal: 41.7%, and nutrition 37.5%).
Using a statistical correction
factor on the basis of the assumption that some items may just be guessed, the
results become much worse.
With regard to the question about
the source of knowledge, nutrition shows a special position again: This concept
is much more present in the heads of the test persons than air-pressure and
metal, and memory apparently contains and stores more easily facts about
nutrition than about the others.
2.5 Further results
The daily impact of the three
concepts was assessed by the test persons in the following way:
1. All adults
confessed they heard something about metal
in school, but half of them were not sure about nutrition and air-pressure.
This is curious if compared with the test results.
2. They confirmed the
concepts were not interesting and that it would not be necessary to find out
further details about them. They expressed this opinion in contrast to their
previous statement they were
guseful in every-day-lifeh.
3. If asked whether
knowledge about the concepts would be useless they refused this for the concept
nutrition.
Finally, we look at some selected
results of the FA and FD test. Adults, in the given maximal frame of 9
associations, wrote down in the average 5.8 words per person for nutrition, 5.0
for metal, and 4.3 for air-pressure. This again demonstrates the exceptional
role of nutrition mentioned above. The higher positions of the ranking list
look as follows:
Rank Air-pressure Metal Nutrition
1 tyre hard diet
rust
2 high-pressure
iron health
weather jewelry
3 low-pressure
aluminium bread
mining BSE
tank,
etc. protein,
etc.
If we compare the association of
adults with those of students (see preceding article of G. Schaefer), we
observe a striking similarity in the top associations. This corresponds to
previous experience of concept research showing that the associative framework
in a population is surprisingly constant and homogeneous in space and time.
The FD test in the interview was
grouped into 4 categories: full (correct and comprehensive) definition, wrong
definition (with errors or contradictions), insufficient definition (including
tautological ones), and missing definition. Nearly all of them tried a
definition, but the result in fact was disappointing because most of them gave
very poor answers. Examples: gNutrition is important for life.h gMetal is
difficult to handle and is hard to form.h gAir-pressure is to pump something;
it becomes tight.h
2.6 Sources of knowledge
Evaluation of the last item of the
KS test shows that magazines and television, beside parents, are essential
sources for all three concepts. Books, however, are the main sources for metal
and air-pressure. Internet, CD-Rom and newspapers almost play no part.
Another result of the KS test lets
assume that school had informed about nutrition and metal very well in contrast
to air-pressure. In case of air-pressure adults were not sure or answered
negatively. This shows the mean relative importance of this concept - it does
not stick in their minds.
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KSƒeƒXƒg‚ÍC‚Q‚‚̖â‘èŒQ‚©‚ç\¬‚³‚ê‚Ä‚¢‚éBˆê‚‚ÍCŠT”O‚ÉŠÖ‚·‚é’mޝ‚Ì^‹U‚Æ‚»‚Ì’mޝ‚ðŽö‹Æ‚ÅŠw‚ñ‚Å‚¢‚é‚©‚ð–₤–â‘è‚Å‚ ‚éi•˜^‚P`‚RjB‚±‚Ì–â‘è‚Å‚ÍC“úíŠT”O‚ð‘ÎÛ‚Æ‚µ‚Ä‚¢‚邱‚Æ‚ðŽq‚Ç‚à’B‚Ɉӎ¯‚³‚¹‚邽‚ß‚ÉCg‹ß‚È’Z‚¢•¨Œê‚ªÅ‰‚É’ñަ‚³‚ê‚Ä‚¢‚éB‚½‚Æ‚¦‚ÎC‰h—{‚ÌKSƒeƒXƒg‚Å‚ÍCƒ~ƒhƒŠ‚³‚ñ‚ª‹C‚ðŽ¸‚Á‚Ä“|‚ꂽ‚Æ‚¢‚¤ó‹µ‚ł̓¯‹‰¶‚̉ï˜b‚©‚çu‰h—{v‚ªŽæ‚èã‚°‚ç‚ꂽB‚±‚Ì’Z‚¢•¨Œê‚ÌŒã‚ÉC‰h—{‚ÉŠÖ‚·‚éŠî–{“I’mޝ‚Æ‚æ‚è‚“x‚È’mޝ‚Ì^‹U‚ª–â‚í‚ê‚éB‚Æ“¯Žž‚ÉC‚»‚ê‚ç‚Ì’mޝ‚ðŽö‹Æ‚ÅŠw‚ñ‚Å‚¢‚é‚©‚Ç‚¤‚©‚àq‚Ë‚ç‚ê‚éB
‚à‚¤ˆê‚‚̖â‘èŒQ‚ÍCŠeŠT”O‚ðŠw‚Ô‚±‚Ƃɋ»–¡‚âŠÖS‚ª‚ ‚é‚©‚Ç‚¤‚©‚ð–₤¬–â‚ÆŠT”O‚ÉŠÖ‚·‚é’mޝ‚ð‚ǂ̂悤‚Èî•ñŒ¹‚©‚瓾‚Ä‚¢‚é‚©‚ð–₤–â‘è‚©‚ç\¬‚³‚ê‚Ä‚¢‚éi•˜^‚SjB
2.3 ƒf[ƒ^‚̕ϊ·
@‚±‚±‚Å‚ÍCKSƒeƒXƒg‚̉ž“š‚ð‚Q’lƒf[ƒ^‚ɕϊ·‚µC•ªÍ‚µ‚½B‚·‚Ȃ킿C’mޝ‚Ì^‹U‚ɂ‚¢‚Ä‚ÍC³“š‚Æ‚»‚êˆÈŠOCŽö‹Æ‚ÅŠw‚ñ‚¾‚©‚Ç‚¤‚©‚ɂ‚¢‚Ä‚ÍC‚Í‚¢E‚¢‚¢‚¦‚Æ‚µ‚½Bu‚í‚©‚ç‚È‚¢v‚â–³‰ñ“š‚ɂ‚¢‚Ä‚ÍCŒ‡‘¹’l‚Æ‚µ‚Ĉµ‚Á‚½B
‚RDŒ‹‰Ê
3.1 ŠT”O‚ÉŠÖ‚·‚é’mޝ‚̳“š—¦
•\‚Q`‚S‚ÍCŠeŠT”O‚ÉŠÖ‚·‚éƒhƒCƒc‚Æ“ú–{‚̳“𗦂ðŠw”N•Ê‹y‚Ñ«•ʂɎ¦‚µ‚½‚à‚̂ł ‚éB‚Ü‚¸CŠw”N•ʂɌ©‚½³“š—¦‚ðŒŸ“¢‚µ‚悤B
ƒsƒAƒ\ƒ“‚̃Ô2ŒŸ’è‚ðs‚Á‚½‚Æ‚±‚ëC‰h—{‚ÉŠÖ‚·‚é’mޝ‚̳“𗦂ɗLˆÓ·‚ªŒ©‚ç‚ê‚½Ž¿–‖ڂÍCƒhƒCƒc‚Å‚Í13€–ÚC“ú–{‚ł͂X€–Ú‚Å‚ ‚Á‚½B—¼‘‚Æ‚àCŠw”N‚ªã‚ª‚é‚É”º‚¢C³“𗦂Í㸂·‚éŒXŒü‚ª‚ ‚Á‚½B‚Æ‚±‚낪C‹Cˆ³‚Æ‹à‘®‚ÉŠÖ‚·‚é’mޝ‚ɂ‚¢‚Ä‚ÍC“ú–{‚ƃhƒCƒc‚̳“š—¦‚Ì—LˆÓ·‚ɈႢ‚ªŒ©‚ç‚ꂽB‹Cˆ³‚̳“𗦂ɗLˆÓ·‚ªŒ©‚ç‚ꂽ‚Ì‚ÍCƒhƒCƒc‚Å13€–Ú‚Å‚ ‚Á‚½B‚»‚Ì‚¤‚¿‚Ì‚Q€–Ú‚ÍC8-9Šw”N‚̳“𗦂ªˆê”Ô‚‚©‚Á‚½Bˆê•ûC“ú–{‚Å‚ÍC14€–Ú‚É—LˆÓ·‚ªŒ©‚ç‚êC‚»‚Ì‚¤‚¿‚Ì‚X€–Ú‚Å8-9Šw”N‚̳“𗦂ªˆê”Ô‚‚©‚Á‚½B“¯—l‚ÉC‹à‘®‚ɂ‚¢‚Ä‚àCƒhƒCƒc‚Å‚Í19€–ڂ̳“𗦂ɗLˆÓ·‚ªŒ©‚ç‚ꂽ‚ªC8-9Šw”N‚̳“𗦂ªˆê”Ô‚‚©‚Á‚½‚̂͂킸‚©‚S€–Ú‚Å‚ ‚Á‚½B‚µ‚©‚µC“ú–{‚ł͗LˆÓ·‚ªŒŸo‚³‚ꂽ19€–Ú‚Ì‚¤‚¿‚X€–Ú‚Å8-9Šw”N‚̳“𗦂ªˆê”Ô‚‚©‚Á‚½B
Šw”N•ʂ̳“𗦂ɔä‚×C«•ʂ̳“𗦂ɗLˆÓ·‚ªŒ©‚¢‚¾‚³‚ꂽ€–ڂ͂Ȃ©‚Á‚½B‚µ‚©‚µ‚È‚ª‚çC–Ê”’‚¢Œ‹‰Ê‚ªŒ©‚ç‚ꂽB‰h—{‚ɂ‚¢‚Ä‚ÍCƒhƒCƒc‚Å‚R€–ÚC“ú–{‚Å‚Q€–Ú‚É«·‚ªŒ©‚¢‚¾‚³‚ꂽBƒhƒCƒc‚Å‚ÍC‚R€–Ú‚·‚ׂĂɂ¨‚¢‚ÄC—Žq‚̳“𗦂ª’jŽq‚æ‚è‚à‚‚©‚Á‚½Bˆê•ûC“ú–{‚Å‚ÍC‚Q€–Ú‚Æ‚à’jŽq‚̳“𗦂ª—Žq‚æ‚è‚à‚‚©‚Á‚½B‹Cˆ³‚ɂ‚¢‚Ä‚ÍCƒhƒCƒc‚Å‚V€–Ú‚É«·‚ªŒ©‚ç‚ꂽB‚»‚Ì‚¤‚¿‚U€–Ú‚ÍC’jŽq‚̳“𗦂ª‚‚©‚Á‚½B“ú–{‚̳“𗦂ɫ·‚ªŒ©‚ç‚ꂽ‚̂͂S€–Ú‚Å‚ ‚邪C‚·‚ׂĒjŽq‚̳“𗦂ª‚‚©‚Á‚½B‹à‘®‚ɂ‚¢‚Ä‚ÍCƒhƒCƒc‚Í“ú–{‚æ‚è‚à‘½‚‚Ì€–Ú‚Å«·‚ªŒ©‚ç‚ꂽB“ú–{‚ł͂킸‚©‚R€–Ú‚¾‚¯‚Å‚ ‚Á‚½‚ªCƒhƒCƒc‚Å‚Í11€–Ú‚É«·‚ªŒ©‚ç‚ꂽB‹à‘®‚É‚¨‚¢‚Ä«·‚ªŒ©‚ç‚ꂽ€–ڂ̳“𗦂ÍC—¼‘‚Æ‚àC’jŽq‚Ì•û‚ª—Žq‚æ‚è‚à‚‚©‚Á‚½B
|
•\‚Q@‰h—{‚ÉŠÖ‚·‚é’mޝ‚̳“š—¦i“j |
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@ |
Šw”N |
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« |
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|
|
ƒhƒCƒc |
|
“ú–{ |
|
ƒhƒCƒc |
|
“ú–{ |
|
||||||
|
@ |
4-5 |
8-9 |
11-12 |
|
4-5 |
8-9 |
11-12 |
|
’j |
— |
|
’j |
— |
@ |
|
–â‚P |
80.2 |
91.5 |
94.4 |
* |
88.3 |
90.0 |
93.5 |
|
88.4 |
89.1 |
|
91.0 |
89.6 |
|
|
–â‚Q |
90.5 |
95.7 |
97.1 |
|
91.1 |
95.6 |
90.2 |
|
95.6 |
93.4 |
|
91.7 |
92.8 |
|
|
–â‚R |
76.7 |
87.4 |
92.4 |
* |
63.4 |
60.0 |
75.0 |
|
81.2 |
88.5 |
|
71.4 |
59.2 |
* |
|
–â‚S |
21.2 |
44.4 |
68.6 |
|
19.6 |
30.7 |
41.8 |
|
47.0 |
43.6 |
|
32.7 |
26.8 |
|
|
–â‚T |
19.0 |
39.1 |
55.8 |
* |
9.8 |
20.2 |
54.3 |
* |
35.3 |
38.7 |
|
28.0 |
25.8 |
|
|
–â‚U |
80.2 |
94.7 |
96.3 |
* |
88.4 |
92.0 |
93.5 |
|
91.3 |
89.7 |
|
89.8 |
92.7 |
|
|
–â‚V |
91.1 |
97.7 |
98.0 |
* |
92.8 |
98.9 |
97.8 |
|
95.5 |
95.4 |
|
95.8 |
96.8 |
|
|
–â‚W |
60.9 |
87.1 |
86.8 |
* |
69.6 |
84.3 |
79.3 |
* |
74.6 |
80.1 |
|
78.0 |
76.6 |
|
|
–â‚X |
87.0 |
66.7 |
50.5 |
* |
57.8 |
33.7 |
34.8 |
* |
73.0 |
63.4 |
|
46.7 |
38.7 |
|
|
–â10 |
43.1 |
38.3 |
39.3 |
|
14.3 |
33.7 |
52.2 |
* |
42.8 |
37.5 |
|
31.5 |
33.1 |
|
|
–â11 |
80.2 |
81.9 |
82.1 |
|
53.6 |
86.4 |
88.0 |
* |
81.9 |
79.8 |
|
71.3 |
79.0 |
|
|
–â12 |
41.5 |
50.0 |
53.8 |
|
42.9 |
42.7 |
56.5 |
|
50.0 |
47.0 |
|
52.4 |
40.3 |
* |
|
–â13 |
74.6 |
87.2 |
73.3 |
* |
77.7 |
86.5 |
83.7 |
|
75.4 |
79.9 |
|
83.3 |
81.5 |
|
|
–â14 |
20.5 |
13.7 |
29.9 |
* |
17.3 |
12.4 |
20.7 |
|
25.7 |
17.9 |
|
17.4 |
16.3 |
|
|
–â15 |
6.8 |
5.3 |
12.4 |
|
18.2 |
13.5 |
8.7 |
|
7.2 |
8.7 |
|
16.8 |
9.8 |
|
|
–â16 |
80.7 |
59.8 |
65.3 |
* |
27.5 |
32.6 |
13.0 |
* |
62.6 |
72.5 |
* |
22.2 |
27.9 |
|
|
–â17 |
64.6 |
96.8 |
94.3 |
* |
38.5 |
64.0 |
77.2 |
* |
79.6 |
88.5 |
* |
55.1 |
63.9 |
|
|
–â18 |
39.7 |
76.8 |
88.7 |
* |
88.2 |
94.4 |
95.7 |
|
64.5 |
70.7 |
@ |
89.8 |
95.9 |
|
|
–â19 |
54.3 |
80.9 |
84.9 |
* |
40.0 |
69.7 |
77.2 |
* |
65.4 |
78.4 |
* |
62.9 |
58.5 |
|
|
–â20 |
15.4 |
13.2 |
25.5 |
@ |
36.4 |
55.1 |
70.7 |
* |
20.4 |
17.5 |
@ |
55.1 |
50.4 |
@ |
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|
@ |
Šw”N |
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« |
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ƒhƒCƒc |
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“ú–{ |
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ƒhƒCƒc |
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“ú–{ |
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@ |
4-5 |
8-9 |
11-12 |
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4-5 |
8-9 |
11-12 |
|
’j |
— |
|
’j |
— |
@ |
|
–â‚P |
51.4 |
52.6 |
47.9 |
|
39.6 |
57.5 |
49.4 |
* |
52.9 |
48.9 |
|
51.5 |
43.6 |
|
|
–â‚Q |
30.2 |
39.6 |
58.0 |
* |
31.8 |
36.8 |
41.6 |
|
43.2 |
37.3 |
|
38.1 |
34.2 |
|
|
–â‚R |
13.2 |
25.0 |
64.3 |
* |
15.3 |
40.0 |
44.4 |
* |
36.2 |
25.7 |
|
34.3 |
28.4 |
|
|
–â‚S |
18.7 |
39.6 |
35.2 |
* |
5.4 |
18.4 |
22.2 |
* |
36.4 |
23.5 |
* |
17.6 |
10.3 |
|
|
–â‚T |
34.6 |
47.4 |
60.6 |
* |
22.5 |
40.2 |
43.3 |
* |
50.0 |
41.8 |
|
34.7 |
34.2 |
|
|
–â‚U |
90.6 |
93.8 |
94.4 |
|
49.5 |
72.1 |
80.0 |
* |
96.4 |
89.1 |
* |
68.6 |
61.5 |
|
|
–â‚V |
18.9 |
21.6 |
22.2 |
|
13.5 |
32.6 |
31.1 |
* |
22.9 |
17.5 |
|
27.8 |
20.5 |
|
|
–â‚W |
13.2 |
14.4 |
19.4 |
|
15.3 |
32.6 |
32.2 |
* |
18.6 |
10.9 |
|
30.2 |
19.7 |
|
|
–â‚X |
33.6 |
29.9 |
13.2 |
* |
21.6 |
38.4 |
33.3 |
* |
30.4 |
22.8 |
|
35.5 |
23.1 |
* |
|
–â10 |
18.9 |
37.1 |
55.1 |
* |
4.5 |
22.1 |
18.0 |
* |
38.1 |
32.6 |
|
15.5 |
12.0 |
|
|
–â11 |
22.6 |
42.3 |
44.9 |
* |
17.3 |
14.0 |
21.1 |
|
41.0 |
28.9 |
* |
20.7 |
12.9 |
|
|
–â12 |
28.0 |
37.1 |
38.8 |
|
26.1 |
62.8 |
44.4 |
* |
40.7 |
27.1 |
* |
48.5 |
35.0 |
* |
|
–â13 |
56.1 |
71.6 |
90.0 |
* |
47.2 |
80.0 |
74.4 |
* |
66.7 |
74.3 |
|
66.5 |
64.3 |
|
|
–â14 |
41.9 |
45.8 |
60.0 |
|
49.5 |
86.0 |
75.6 |
* |
48.9 |
47.8 |
|
67.5 |
70.1 |
|
|
–â15 |
30.8 |
26.1 |
27.9 |
|
29.7 |
33.7 |
19.3 |
|
32.1 |
25.0 |
|
29.8 |
24.1 |
|
|
–â16 |
17.9 |
20.0 |
21.7 |
|
12.6 |
17.4 |
13.5 |
|
27.9 |
12.1 |
* |
16.1 |
12.0 |
|
|
–â17 |
42.7 |
45.8 |
30.0 |
|
15.3 |
30.2 |
36.0 |
* |
33.6 |
46.3 |
* |
23.8 |
29.9 |
@ |
|
–â18 |
19.6 |
12.4 |
10.0 |
|
3.6 |
38.4 |
21.3 |
* |
15.7 |
14.0 |
|
22.0 |
16.2 |
|
|
–â19 |
35.8 |
45.8 |
55.1 |
* |
19.8 |
30.2 |
27.0 |
|
48.2 |
39.6 |
|
31.5 |
16.2 |
* |
|
–â20 |
31.4 |
39.2 |
52.2 |
@ |
17.1 |
25.6 |
28.1 |
@ |
45.7 |
33.3 |
* |
25.6 |
18.8 |
* |
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@*@p<.05
|
•\‚S@‹à‘®‚ÉŠÖ‚·‚é’mޝ‚̳“š—¦i“j |
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Šw”N |
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« |
@ |
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ƒhƒCƒc |
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“ú–{ |
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ƒhƒCƒc |
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“ú–{ |
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@ |
4-5 |
8-9 |
11-12 |
|
4-5 |
8-9 |
11-12 |
|
’j |
— |
|
’j |
— |
@ |
|
–â‚P |
58.5 |
84.4 |
90.3 |
* |
77.5 |
69.3 |
57.0 |
* |
81.0 |
73.5 |
|
67.1 |
69.4 |
|
|
–â‚Q |
42.7 |
75.0 |
87.0 |
* |
46.8 |
65.9 |
75.0 |
* |
67.7 |
67.8 |
|
67.1 |
56.5 |
|
|
–â‚R |
17.6 |
33.0 |
42.2 |
* |
10.8 |
31.8 |
43.0 |
* |
39.1 |
21.6 |
* |
27.6 |
27.9 |
|
|
–â‚S |
31.9 |
62.1 |
58.6 |
* |
26.1 |
52.3 |
61.0 |
* |
53.2 |
45.0 |
|
44.7 |
46.3 |
|
|
–â‚T |
44.1 |
50.0 |
60.7 |
|
22.5 |
22.7 |
42.0 |
* |
54.8 |
49.3 |
|
31.6 |
26.5 |
|
|
–â‚U |
46.4 |
44.3 |
40.0 |
|
68.2 |
87.5 |
74.0 |
* |
42.9 |
45.8 |
|
71.5 |
80.3 |
|
|
–â‚V |
65.5 |
67.7 |
87.1 |
* |
51.9 |
67.0 |
76.5 |
* |
76.4 |
71.6 |
|
66.2 |
62.9 |
|
|
–â‚W |
77.7 |
86.6 |
92.5 |
* |
66.7 |
83.0 |
88.0 |
* |
89.1 |
80.1 |
* |
77.6 |
79.6 |
|
|
–â‚X |
70.3 |
71.9 |
90.3 |
* |
51.4 |
62.5 |
67.3 |
|
81.0 |
74.3 |
|
60.7 |
59.2 |
|
|
–â10 |
29.2 |
26.6 |
24.2 |
|
30.9 |
50.6 |
38.8 |
* |
30.8 |
23.2 |
|
40.9 |
37.7 |
|
|
–â11 |
28.8 |
58.8 |
73.3 |
* |
16.4 |
22.7 |
36.1 |
* |
62.9 |
42.8 |
* |
26.0 |
23.4 |
|
|
–â12 |
61.7 |
83.9 |
81.7 |
* |
33.3 |
56.8 |
52.0 |
* |
82.5 |
66.9 |
* |
46.0 |
46.9 |
|
|
–â13 |
20.2 |
52.1 |
59.1 |
* |
24.8 |
31.8 |
28.9 |
|
47.5 |
38.8 |
|
37.2 |
19.2 |
* |
|
–â14 |
20.2 |
47.3 |
65.6 |
* |
44.0 |
43.7 |
35.7 |
|
50.0 |
34.3 |
* |
42.6 |
39.7 |
|
|
–â15 |
51.3 |
76.3 |
89.0 |
* |
52.7 |
82.8 |
80.2 |
* |
75.5 |
66.9 |
|
70.9 |
70.3 |
|
|
–â16 |
63.3 |
72.9 |
81.3 |
* |
49.5 |
85.2 |
77.6 |
* |
80.7 |
64.1 |
* |
64.7 |
74.1 |
|
|
–â17 |
66.0 |
81.3 |
93.1 |
* |
70.7 |
83.1 |
90.7 |
* |
83.1 |
76.6 |
|
79.3 |
83.9 |
|
|
–â18 |
17.5 |
26.0 |
26.7 |
|
28.8 |
46.6 |
28.9 |
* |
27.8 |
19.0 |
|
36.0 |
32.2 |
|
|
–â19 |
35.9 |
56.3 |
74.4 |
* |
9.0 |
30.7 |
41.2 |
* |
54.2 |
54.4 |
|
25.3 |
26.7 |
|
|
–â20 |
25.4 |
13.5 |
20.9 |
|
9.0 |
11.5 |
8.2 |
|
29.4 |
11.0 |
* |
13.4 |
5.5 |
* |
|
–â21 |
54.4 |
35.1 |
46.2 |
* |
35.1 |
73.9 |
79.4 |
* |
47.1 |
43.8 |
|
56.7 |
65.8 |
|
|
–â22 |
33.3 |
24.2 |
34.8 |
|
8.2 |
21.6 |
12.5 |
* |
36.9 |
24.7 |
* |
16.8 |
10.3 |
|
|
–â23 |
53.8 |
64.9 |
84.3 |
* |
35.1 |
50.0 |
52.6 |
* |
72.2 |
60.3 |
* |
52.7 |
37.7 |
* |
|
–â24 |
43.1 |
65.6 |
50.5 |
* |
44.1 |
52.3 |
44.8 |
|
59.0 |
46.9 |
* |
45.6 |
47.9 |
|
|
–â25 |
21.4 |
20.0 |
22.2 |
|
7.2 |
6.9 |
11.5 |
|
26.1 |
17.6 |
|
11.4 |
5.5 |
|
|
–â26 |
38.5 |
13.5 |
13.2 |
* |
15.3 |
9.1 |
9.4 |
|
31.6 |
15.5 |
* |
14.1 |
8.9 |
|
|
–â27 |
24.1 |
12.9 |
22.6 |
|
16.2 |
18.2 |
13.5 |
|
22.1 |
17.9 |
|
14.1 |
17.8 |
|
|
–â28 |
12.9 |
12.6 |
8.9 |
|
4.5 |
5.7 |
5.2 |
|
13.1 |
10.2 |
|
7.4 |
2.7 |
|
|
–â29 |
16.1 |
12.6 |
23.5 |
@ |
2.7 |
7.0 |
5.3 |
@ |
18.9 |
16.5 |
@ |
6.8 |
2.8 |
@ |
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@*@p<.05
3.2 •½‹Ï“¾“_‚Ì•ªÍŒ‹‰Ê
•\‚T‚ÍC‰h—{‚ÉŠÖ‚·‚é19‚ÌŽ¿–‖ڂɂ‚¢‚ÄC³“š‚ð‚P“_‚Æ‚µ‚ćŒv‚ð‹‚ßCŠw”N•Ê‹y‚Ñ«•Ê‚ÉC‚»‚Ì•½‹Ï“¾“_‚ðŽ¦‚µ‚½‚à‚̂ł ‚éB–â16u»“œ‚͗͂̌¹‚Å‚ ‚èCg‘̂ɂ悢‚à‚̂ł ‚év‚ɂ‚¢‚Ä‚ÍC^‹U‚ª‚Ç‚¿‚ç‚É‚à‰ðŽß‚Å‚«‚邽‚ß‚ÉC‡Œv‚©‚眂¢‚½B•½‹Ï“¾“_‚̉º‚Ì”’l‚ÍC•W–{”‚ðŽ¦‚µ‚Ä‚¢‚éBŒ‡‘¹’l‚ª‚P€–Ú‚Å‚à‘¶Ý‚·‚éꇂÍC19€–ڂ̇Œv‚àŒ‡‘¹’l‚ƂȂ邽‚ß‚ÉC•W–{”‚ª‚È‚‚È‚Á‚Ä‚¢‚éB
‰h—{‚ÉŠÖ‚·‚é’mޝ‚Ì•½‹Ï“¾“_‚ÍCŠw”N‚ªã‚ª‚é‚É]‚Á‚Ä‚‚‚È‚Á‚Ä‚¢‚éB‚Ü‚½C‘S‘̂̕½‹Ï“¾“_‚ðŒ©‚é‚ÆC’jŽq‚Ì•½‹Ï“¾“_‚æ‚è‚à—Žq‚Ì•½‹Ï“¾“_‚Ì•û‚ªC‚킸‚©‚ł͂ ‚邪‚‚¢B
•\‚U‚ÍC‰h—{‚ÉŠÖ‚·‚é’mޝ‚ÌŠl“¾‚ÉCŠw”N‹y‚Ñ«‚ª‰e‹¿‚ð‹y‚Ú‚·‚©‚Ç‚¤‚©‚ðŒŸ“¢‚·‚邽‚ß‚ÉC•ªŽU•ªÍ‚ðs‚Á‚½Œ‹‰Ê‚ðŽ¦‚µ‚½‚à‚̂ł ‚éBŠw”N‚ÌŽåŒø‰Ê‚É‚¾‚¯—LˆÓ·‚ªŒ©‚ç‚ꂽB
|
•\‚T@‰h—{‚ÉŠÖ‚·‚é’mޝ‚Ì•½‹Ï“¾“_ |
||||||||||||
|
@ |
4-5Šw”N |
8-9Šw”N |
11-12Šw”N |
‘S‘Ì |
||||||||
|
@ |
’j |
— |
Œv |
’j |
— |
Œv |
’j |
— |
¬Œv |
’j |
— |
Œv |
|
ƒhƒCƒc |
10.2 |
10.7 |
10.4 |
13.1 |
12.2 |
12.5 |
13.3 |
13.4 |
13.3 |
11.7 |
12.1 |
12.0 |
|
N= |
53 |
50 |
103 |
23 |
49 |
72 |
32 |
53 |
85 |
108 |
152 |
260 |
|
“ú–{ |
10.5 |
10.2 |
10.4 |
11.9 |
11.5 |
11.8 |
13.2 |
12.5 |
12.9 |
11.8 |
11.4 |
11.6 |
|
N= |
58 |
42 |
100 |
45 |
39 |
84 |
52 |
39 |
91 |
155 |
120 |
275 |
|
•\‚U@‰h—{‚Ì•½‹Ï“¾“_‚ɑ΂·‚镪ŽU•ªÍ•\ |
||||||
|
@ |
—vˆö |
•½•û˜a |
Ž©—R“x |
•½‹Ï•½•û |
F
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@ |
|
ƒhƒCƒc |
Šw”N |
417.0 |
2 |
208.5 |
35.1 |
** |
|
|
« |
0.7 |
1 |
0.7 |
0.1 |
|
|
|
Šw”N ~ « |
17.8 |
2 |
8.9 |
1.5 |
|
|
@ |
Œë· |
1509.8 |
254 |
5.9 |
@ |
@ |
|
“ú–{ |
Šw”N |
287.6 |
2 |
143.8 |
20.5 |
** |
|
|
« |
12.1 |
1 |
12.1 |
1.7 |
|
|
|
Šw”N ~ « |
1.5 |
2 |
0.7 |
0.1 |
|
|
@ |
Œë· |
1883.1 |
269 |
7.0 |
@ |
@ |
|
|
|
|
|
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p<.01, * p<.05@ |
||
|
|
|
|
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|
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•\‚V‚ÍCŠw”N•Ê‹y‚Ñ«•Ê‚ÉC‹Cˆ³‚Ì•½‹Ï“¾“_‚ðŽ¦‚µ‚½‚à‚̂ł ‚éB•\‚W‚Ì•ªŽU•ªÍ•\‚ÉŽ¦‚·‚悤‚ÉCƒhƒCƒc‚Æ“ú–{‚Ì‚¢‚¸‚ê‚É‚¨‚¢‚Ä‚àCŠw”N‹y‚Ñ«‚Ì—¼•û‚É—LˆÓ·‚ªŒ©‚¢‚¾‚³‚ꂽB
|
•\‚V@‹Cˆ³‚ÉŠÖ‚·‚é’mޝ‚Ì•½‹Ï“¾“_ |
|||||||||||||||
|
@ |
4-5Šw”N |
8-9Šw”N |
11-12Šw”N |
‘S‘Ì |
|||||||||||
|
@ |
’j |
— |
Œv |
’j |
— |
Œv |
’j |
— |
¬Œv |
’j |
— |
Œv |
|||
|
ƒhƒCƒc |
8.7 |
7.6 |
8.2 |
9.8 |
8.8 |
9.4 |
10.8 |
10.1 |
10.5 |
9.6 |
8.6 |
9.1 |
|||
|
N= |
46 |
48 |
94 |
44 |
38 |
82 |
30 |
28 |
58 |
120 |
114 |
234 |
|||
|
“ú–{ |
6.8 |
6.6 |
6.7 |
10.3 |
9.6 |
10.0 |
10.3 |
9.0 |
9.8 |
9.0 |
8.3 |
8.7 |
|||
|
N= |
63 |
44 |
107 |
49 |
34 |
83 |
49 |
35 |
84 |
161 |
113 |
274 |
|||
|
•\‚W@‹Cˆ³‚Ì•½‹Ï“¾“_‚ɑ΂·‚镪ŽU•ªÍ•\ |
||||||
|
@ |
—vˆö |
•½•û˜a |
Ž©—R“x |
•½‹Ï•½•û |
F
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@ |
|
ƒhƒCƒc |
Šw”N |
188.2 |
2 |
94.1 |
11.9 |
** |
|
|
« |
47.2 |
1 |
47.2 |
6.0 |
* |
|
|
Šw”N ~ « |
1.8 |
2 |
0.9 |
0.1 |
|
|
@ |
Œë· |
1802.9 |
228 |
7.9 |
@ |
@ |
|
“ú–{ |
Šw”N |
602.0 |
2 |
301.0 |
34.0 |
** |
|
|
« |
37.0 |
1 |
37.0 |
4.2 |
* |
|
|
Šw”N ~ « |
13.7 |
2 |
6.9 |
0.8 |
|
|
@ |
Œë· |
2370.1 |
268 |
8.8 |
@ |
@ |
|
|
|
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**
p<.01, * p<.05@ |
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•\‚X‚ÍCŠw”N•Ê‹y‚Ñ«•Ê‚ÉC‹Cˆ³‚Ì•½‹Ï“¾“_‚ðŽ¦‚µ‚½‚à‚̂ł ‚éB•\10‚Ì•ªŽU•ªÍ•\‚ÉŽ¦‚·‚悤‚ÉC—¼‘‚Ì•½‹Ï“¾“_‚ɂ͊w”N‚Æ«‚Ì—¼•û‚É—LˆÓ·‚ªŒ©‚¢‚¾‚³‚ꂽB
|
•\‚X@‹à‘®‚ÉŠÖ‚·‚é’mޝ‚Ì•½‹Ï“¾“_ |
||||||||||||
|
|
4-5Šw”N |
8-9Šw”N |
11-12Šw”N |
‘S‘Ì |
||||||||
|
|
’j |
— |
Œv |
’j |
— |
Œv |
’j |
— |
¬Œv |
’j |
— |
Œv |
|
ƒhƒCƒc |
12.3 |
10.3 |
11.3 |
14.8 |
11.1 |
12.9 |
16.0 |
14.3 |
15.2 |
14.3 |
11.6 |
13.0 |
|
N= |
37 |
39 |
76 |
34 |
33 |
67 |
32 |
27 |
59 |
103 |
99 |
202 |
|
“ú–{ |
10.1 |
7.8 |
9.2 |
12.9 |
12.0 |
12.5 |
12.4 |
12.4 |
12.4 |
11.6 |
11.0 |
11.3 |
|
N= |
60 |
38 |
98 |
46 |
38 |
84 |
34 |
58 |
92 |
140 |
134 |
274 |
|
•\10@‹à‘®‚Ì•½‹Ï“¾“_‚ɑ΂·‚镪ŽU•ªÍ•\ |
||||||
|
@ |
—vˆö |
•½•û˜a |
Ž©—R“x |
•½‹Ï•½•û |
F
’l |
@ |
|
ƒhƒCƒc |
Šw”N |
491.9 |
2 |
246.0 |
21.1 |
** |
|
|
« |
306.3 |
1 |
306.3 |
26.3 |
** |
|
|
Šw”N ~ « |
37.5 |
2 |
18.8 |
1.6 |
|
|
@ |
Œë· |
2279.8 |
196 |
11.6 |
@ |
@ |
|
“ú–{ |
Šw”N |
722.4 |
2 |
361.2 |
25.3 |
** |
|
|
« |
69.4 |
1 |
69.4 |
4.9 |
* |
|
|
Šw”N ~ « |
56.5 |
2 |
28.3 |
2.0 |
|
|
@ |
Œë· |
3825.0 |
268 |
14.3 |
@ |
@ |
|
|
|
|
|
**
p<.01, *p<.05@ |
||
@ˆÈã‚ÌŒ‹‰Ê‚©‚çCŽö‹Æ‚ª“úíŠT”O‚̸ãk‰»‚ɑ傫‚ȉe‹¿‚ð‹y‚Ú‚µ‚Ä‚¢‚邯‚¢‚¦‚éB‚³‚ç‚ÉC“úíŠT”O‚̸ãk‰»‚ÍC«‚É‚æ‚Á‚ÄŒø‰Ê‚ªˆÙ‚Ȃ邱‚Æ‚ªŽ¦´‚³‚ꂽB
3.3 ’mޝ‚ÆŽö‹Æ‚Ƃ̘AŠÖ
•\11‚ÍCŠeÝ–â‚̳“šEŒë“š‚ÆŽö‹Æ‚ł̊wK‚Ì—LE–³‚Ƃ̊֌W‚ðŒŸ“¢‚·‚邽‚ß‚ÉC—¼ŽÒ‚̘AŠÖ‚ðƒÓŒW”‚ÅŽ¦‚µ‚½‚à‚̂ł ‚éB‚±‚Ì’l‚ª‚‚¢‚Ù‚ÇCŽö‹Æ‚ÅŠwK‚µ‚½ê‡‚ͳ“šCŠwK‚µ‚Ä‚¢‚È‚¢ê‡‚͌듚‚ƂȂ錋‚т‚«‚ª‹‚¢‚±‚Æ‚ðŽ¦‚µ‚Ä‚¢‚éB‰h—{‚ÉŠÖ‚·‚é–â11‚Ì“ú–{‚̃ӌW”‚ÍC0.60‚Æ‚¢‚¤‚‚¢’l‚Å‚ ‚Á‚½B‚±‚ê‚ÍŽö‹Æ‚ÅK‚Á‚½‚à‚̂ͳ‚µ‚“š‚¦CK‚Á‚Ä‚¢‚È‚¢‚à‚̂͊ԈႦ‚邱‚Æ‚ª‘½‚©‚Á‚½‚±‚Æ‚ð•\‚µ‚Ä‚¢‚éB‚È‚¨C³‰ðƒÓŒW”‚Ì—LˆÓŠm—¦‚ª‚T“ˆÈã‚ÌꇂÍCn.s‚Å•\‚µ‚½B
‰h—{ŠT”O‚Ì—LˆÓ‚ȘAŠÖ‚Ì”‚ÍCƒhƒCƒc‚ª12€–ÚC“ú–{‚ª17€–Ú‚Å‚ ‚Á‚½Bˆê•ûC‹à‘®ŠT”O‚Å‚ÍCƒhƒCƒc‚ª19€–ÚC“ú–{‚ª14€–Ú‚Å‚ ‚Á‚½B‹Cˆ³‚ÉŠÖ‚µ‚Ä‚ÍC“ú“Ƃقړ¯”‚Å‚ ‚Á‚½B‚±‚Ì‚±‚Æ‚©‚çCŽö‹Æ‚ł̎æ‚舵‚í‚ê•û‚É‚æ‚Á‚ÄCŠT”O‚̸ãk‰»‚ªˆÙ‚Ȃ邱‚Æ‚ªŽ¦´‚³‚ꂽB
|
•\11@’mޝ‚ÆŽö‹Æ‚Ƃ̃ӌW” |
||||||||
|
@ |
‰h—{ |
@ |
‹Cˆ³ |
@ |
‹à‘® |
|||
|
@ |
ƒhƒCƒc |
“ú–{ |
@ |
ƒhƒCƒc |
“ú–{ |
@ |
ƒhƒCƒc |
“ú–{ |
|
–â‚P |
n.s |
0.30
|
|
n.s |
n.s |
|
0.19
|
n.s |
|
–â‚Q |
0.16
|
0.29
|
|
n.s |
n.s |
|
0.26
|
0.17
|
|
–â‚R |
0.40
|
0.43
|
|
0.19
|
0.22
|
|
0.23
|
n.s |
|
–â‚S |
n.s |
n.s |
|
n.s |
n.s |
|
0.14
|
n.s |
|
–â‚T |
0.20
|
0.23
|
|
0.20
|
0.15
|
|
n.s |
-0.14
|
|
–â‚U |
n.s |
0.13
|
|
n.s |
0.14
|
|
n.s |
0.17
|
|
–â‚V |
n.s |
0.31
|
|
n.s |
0.29
|
|
0.20
|
0.13
|
|
–â‚W |
n.s |
0.25
|
|
0.16
|
0.15
|
|
0.15
|
0.17
|
|
–â‚X |
0.18
|
0.26
|
|
0.18
|
0.15
|
|
n.s |
n.s |
|
–â10 |
n.s |
n.s |
|
0.21
|
n.s |
|
n.s |
n.s |
|
–â11 |
0.25
|
0.60
|
|
n.s |
n.s |
|
0.23
|
n.s |
|
–â12 |
0.26
|
0.47
|
|
0.23
|
n.s |
|
0.13
|
0.15
|
|
–â13 |
0.31
|
0.47
|
|
0.24
|
0.24
|
|
0.21
|
n.s |
|
–â14 |
0.26
|
0.28
|
|
0.32
|
0.30
|
|
0.30
|
n.s |
|
–â15 |
n.s |
n.s |
|
n.s |
n.s |
|
0.32
|
0.45
|
|
–â16 |
n.s |
0.39
|
|
n.s |
0.15
|
|
0.28
|
0.42
|
|
–â17 |
0.23
|
0.30
|
|
0.25
|
0.29
|
|
- |
- |
|
–â18 |
0.50
|
0.40
|
|
n.s |
0.32
|
|
0.27
|
0.34
|
|
–â19 |
0.20
|
0.36
|
|
0.18
|
n.s |
|
0.51
|
0.48
|
|
–â20 |
0.17
|
0.42
|
|
0.23
|
0.28
|
|
n.s |
n.s |
|
–â21 |
- |
- |
|
- |
- |
|
0.33
|
0.56
|
|
–â22 |
- |
- |
|
- |
- |
|
n.s |
n.s |
|
–â23 |
- |
- |
|
- |
- |
|
0.29
|
0.19
|
|
–â24 |
- |
- |
|
- |
- |
|
0.14
|
n.s |
|
–â25 |
- |
- |
|
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